Beyond novelty detection incongruent events, when general and specific classifiers disagree

Beyond novelty detection : incongruent events, when general and specific classifiers disagree

Unexpected stimuli are a challenge to any machine learning algorithm. Here, we identify distinct types of unexpected events when general-level and specific-level classifiers give conflicting predictions. We define a formal framework for the representation and processing of incongruent events: Starti...

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Veröffentlicht in:IEEE transactions on pattern analysis and machine intelligence. - 1979. - 34(2012), 10 vom: 05. Okt., Seite 1886-901
1. Verfasser: Weinshall, Daphna (VerfasserIn)
Weitere Verfasser: Zweig, Alon, Hermansky, Hynek, Kombrink, Stefan, Ohl, Frank W, Anemüller, Jörn, Bach, Jörg-Hendrik, Van Gool, Luc, Nater, Fabian, Pajdla, Tomas, Havlena, Michal, Pavel, Misha
Format: Online-Aufsatz
Sprache:English
Veröffentlicht: 2012
Zugriff auf das übergeordnete Werk:IEEE transactions on pattern analysis and machine intelligence
Schlagworte:Journal Article Research Support, Non-U.S. Gov't